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E f i f k h t t diErfaringer fra kohortestudier
DSPAP´s 9. årsmøde
Magnus WickmanMagnus WickmanSachs’ Children’s Hospital p
Karolinska InstitutetSt kh lStockholm
Study design
• Cross sectional studies, recall bias reversed causation errorno cause relationships only associations- no cause relationships, only associations
• Cohort studies- hypothesis generating, - exposure data collected before onset of disease,- no problem with recall bias – exp data collected before onsetp p- nested case control study
• Case control studies• Case control studies- exposure data collected at time for onset of disease- recall bias
l ti f t l- selection of controls
• Intervention studies: cause relationship can be provenp p(but if the disease is multi factorial?)
Birth cohortsBirth cohorts
• Population basedPopulation based- prevalence, risk factors
• Enriched for heredity or selectedfor other exposures- risk factors, mechanisms,
To start a birth cohort
Inclusion of all womenin early pregnancy Small cohort of selected
i di id l t t dy p g yin a pre-defined area
during a certain
individuals to studymechanisms
(N<400)period of time (N>10,000) (N<400)
Data onnon-
responders
Biologicalmarkersp
Inclusionrate = select until> 75-70%
inclusionrate
< 70%inclusion
rate
rate = select untilyou have the
number neededdi taccording to power
calculations
To start a birth cohort
Large cohort (N>10,000) Small selected cohortg ( )Phenotyping
importantL f ll t ?
Cases and controlsHigh follow up rate
Low follow up rate?
Early markers of inflammationEarly markers of inflammation
Natural course of disease/prevalence
Risk factors Prevention Early markers of inflammationand onset of disease
Outcome needs to be commonG
Risk factors – PreventionEarly events – Prediction
Gene-environment interactionGenetics - Epigenetics Genetics - Epigenetics
To start a birth cohort of 10,000
75% of 75% of 75% of 75% of 75%
Eligible 10,000
Study base 7,500
1-2 years follow up 5,625
4 years 4,218
8 years 3 1638 years 3,163
12 years 2,372 <25%y ,
A large birth cohortPro:• G t t iti
Con:• When to start recruitment?• Great opportunities
• Biological markers collected before,during and after onset of disease
• When to start recruitment? • Long period before harvest
- difficult with fundingR h ti t b• Exposure data collected before
onset of disease• Always new research questions
• Research questions may not bevalid at the time for harvest
• What about sustainability withiny q• Collaboration possible
- pooling of data- replication
your group?• Loss at follow ups • Relative expensivereplication
• Genetic material available if DNAE/RNAis sampled and sampled correctly
• Publication in major journals
p
• Publication in major journals
Think twice before you start – tougher than toughest endurance sport
Birth cohorts within GA2LENStudy Start N
ECA 1992 3754ECA 1992 3754BAMSE 1994 4089DARC 1998 562 ECA BAMSE
MAS 1990 1314LISA 1997 3097GINI B 1996 3739
DARC
GINI-B 1996 3739KOALA 2000 2834PIAMA-NHS 1996 3291
MAS
KOALAGINI-B
PIAMA-NHS
PIAMA NHS 1996 3291CO.N.ER 2004 653GEPSII 2003 704 CO.N.ER
LISA
AMICS-BAMICS-Barcelona 1996 487AMICS-Menorca 1997 482
T t l 25006AMICS-M
GEPSII
Total 25006
Examples of risk factors studied in relation to development of allergy relation to development of allergy
related disease
• Furred petsu ed pets
• SHSE (second hand tobacco smoke exposure)• SHSE (second hand tobacco smoke exposure)
• Food nutritions Mediterranean diet• Food – nutritions – Mediterranean diet- Breast milk
early fish intake (omega 3 antio idant itamins/- early fish intake (omega-3, antioxidant vitamins/ minerals)
- Fruit and vegetables- Fruit and vegetables
Esben Eller, Allergy 2008, gy
Sensitization (to at least 1 aero-allergen) and sensitization allergic asthmasensitization, allergic asthma
Cat only vs. no pet ownership:
Sensitization Allergic Asthma
OR 1.09 (0.74-1.61) OR 0.87 (0.73-1.05)
Lödrup Carlsen K.C. and the GA2LEN WP birth cohort consortium, submitted
Effect of allergen exposure and sensitisation at<3 years on lung function at 7 years<3 years on lung function at 7 years
NS= not sens S/LE= sensitised and low exp S/HE= sensitised and high exposureNS= not sens S/LE= sensitised and low exp S/HE= sensitised and high exposure
Illi S et al, The Lancet 2006
Second hand tobacco smoke exposurep(asthma, eczema, sensitization, lung function)
• SHSE during pregnancy (foetal exposure)
• Early SHSE of the infanty
• No controversiesN Engl J Med 2010;363:1139-45.
No controversies
0.34
0.32
F/tE
0.30
tPEF
0.28
No P Occ 1-9 >10 A+P
Reduced tPTEF/tE <0.20 measured within the first week of life as well as maternaldaily smoking during pregnancy are significant risk factors (independent) for
Lodrup Carlssen KC et al ERJ 1997 Lødrup Carlsen KC et al, PAI 1999
daily smoking during pregnancy are significant risk factors (independent) fordeveloping persistent bronchial obstr within the first 2 years of life
Foetal SHSE and asthma up to 4oe a S S a d as a up oyears of age
- children exposed to both prenatal and postnatal excluded
6
children exposed to both prenatal and postnatal excluded
4
5
3
4
R, 9
5% C
I
1
2OR
0
1
T i t P i t tL t tTransient PersistentLate onset
Lannerö et al, Respiratory Research 2005
Foetal SHS exp, but not postnatal SHS exp and risk ofasthma according to definition in 6 European birth cohorts
Neuman Å, in manuscript
Effect of regular pre- and postnatalmaternal smoking at the age of 10maternal smoking at the age of 10
SensitisationUCI 26 7UCI 26.7 Wheezing
UCI 19.06
7
5
Sensitization
Wheezing
Wheezing
4Odds ratio
and 3
Sensitization2
a d95% CI
3
0
1
1 atopic parent 2 atopic parentsNo atopic parent0
Increased risk of specific sensitisation and pre- and postnatal
tobacco smoke exposuretobacco smoke exposure
At 3 f d ll• At age 3: food allergens
At age 4 (postnatal only):
Kulig M et al. Allergy 1999
• At age 4 (postnatal only):
sens birch (OR 2.90)( )
sens cat (OR 2.68)Lannerö et al., Thorax 2008
Plausible preventive mechanisms of certain nutrients
• Fatty acids – long chain polyunsaturatedMaturation of the foetal immunsystem: Proliferation and production of cytokines - elicit effectory p ycell functions. Fatty acid composition of immune cells - affects phagocytosis, T-cell signaling and antigenpresentation capability. Support epithelial barrier integrity and reduce IL-4 mediated permeability
• Anti-oxidantsAnti oxidantsReduce the neg effects of oxidative stress in the mucus membrane of the airways
• Human milk - fatty acids, anti-oxidants, prebiotics etcHM contains indigestible oligosaccharides, promote the growth mainly of bifidobacteria. Stimulates the development of the infant's own immune systemSecretory IgA antibodies directed towards the microbes in the mother's gut and her food proteinsSecretory IgA antibodies directed towards the microbes in the mother s gut and her food proteins. May enhance the infant's capacity to develop allergen tolerance
Maternalconsumption
Apples
1.61-4/ >4/ 1-4/ >4/ 1-4/ >4/ <1/ >1/ <1/ >1/
Total fish Oily fishconsumptionduringpregnancy
1.2
1.4 w w w w w w w w w w
OR, CI95% 0.8
1
0 4
0.6
0.2
0.4
Everwheeze
Doctorconfirmedasthma
Ever asthma
Doctorconfirmedeczema
Doctorconfirmedhay fever
0Outcome at5 years
asthma eczema hay fever
Willers S et al, Thorax on line 2007
OR and 95%CI per unit increase for fishti
1 6
1.8
consumption
1 2
1.4
1.6
0.8
1
1.2OR,
95%CI
0.4
0.6
0
0.2
E S ifi S ifi SPT t P i t t At iEczema
at1 year
SpecificIgE (mites,
grass) at4 years
SpecificIgE to
Hdm at4 years
SPT toHdm
at6 years
Persistentwheeze
at6 years
Atopicwheeze
at 6 yearsy y y y y y
Romieu I et al, Clin Exp All 2007
Fish consumption at age 1 and longitudinal development of allergic diseases up to 8 yrs (GEE) after adjustment, g p y ( ) j ,
N=3,265
842 1 yrsEczema
Overall effect
Asthma42 1 yrs
After excl*Overall effect
8 4
After excl*Overall effect
Rhinitis
8 4 21 yrs
35 65 1 2
After excl*Overall effect
* exclusion of children with early symptoms
.35 .65 1 2Odds ratio (95% CI)
Why does fish intake reduces the riskWhy does fish intake reduces the risk of onset of allergy related disease gyand supplementation of omega 3
fatty acid not?fatty acid not?
Breastfeeding - lots of controversies g(asthma, eczema, sensitisation)
• Possible preventive effective – duration is importantp
• Composition of human milk may vary
• In a population where the majority is breastfed for at least 3-4 months – effect of human milk on development of allergicof human milk on development of allergic disease is minor
4 months excl breastfeeding or more and asthma upt 8 f i 3400 hild GEE d lto 8 years of age in 3400 children – GEE model
2 yrs1 yr
Recurrent wheeze
8 yrs4 yrs
Overall effect 0-8 yrs
2 yrs1 yr
Overall effect after excl†
Asthma
8 yrs4 yrs2 yrs
Overall effect 0-8 yrsOverall effect after excl †
Overall effect 0 8 yrs
.35 .65 1 2
* ( % C )
Kull I et al, JACI 2010
Adjusted odds ratios* (95% CI)
Joint project BAMSE/Stockholm andJoint project BAMSE/Stockholm and CAPS/Sydney on breastfeeding and allergy
disease related outcomesdisease related outcomes
Di i N th E d A t li• Discrepancies Northern Europe and Australia• BAMSE – population based cohort• CAPS – selected cohort with intervention• Discrepancies are to 100% explained byDiscrepancies are to 100% explained by
difference in selection. When BAMSE is selected in the same manner effects less prevalentin the same manner effects less prevalent. Reversed causation can not be ruled out
Individual fruits and vegetables and allergic disease Cross-sectional analysis at age 8 years.
Highest vs. lowest quartile (OR and 95% CI)
Apples/pears
ALL CHILDREN
O i /l kAtopic sensitization
Eczema Asthma
Allergic rhinitisApples/pears
C tAtopic sensitization
Eczema Asthma
Allergic rhinitisOnions/leek
LAtopic sensitization
Eczema Asthma
Allergic rhinitis Carrots
Atopic sensitizationEczemaAsthma
Allergic rhinitis Legumes
.25 .5 1 1.5 2 2.5 3.5 4.5Odds ratio (95% CI)
Adjusted for sex, socioeconomic status, maternal smoking during pregnancy and/or at baseline, iso-BMI, maternal age at baseline, and parental history of allergic disease.
Rosenlund , JACI 2011
Individual fruits and vegetables andIndividual fruits and vegetables and allergic disease – after exclusion
Allergic rhinitisAples/pears
AFTER EXCLUSION
Allergic rhinitisOnions/leek
Atopic sensitization Eczema Asthma
Allergic rhinitis
CarrotsAtopic sensitization
Eczema Asthma
Allergic rhinitis
LegumesAtopic sensitization
Eczema Asthma
Allergic rhinitis
Atopic sensitization Eczema Asthma
Allergic rhinitis g
25 5 1 1 5 2 2 5 3 5 4 5.25 .5 1 1.5 2 2.5 3.5 4.5Odds ratio (95% CI)
Adjusted for sex, socioeconomic status, maternal smoking during pregnancy and/or at baseline, iso-BMI, maternal age at baseline, and parental history of allergic disease.
Rosenlund, JACI 2011
Utility of risk assessment data from birth cohorts
• Can be used in national guidelines on ti i l k d i t tiprevention since we lack good intervention
studies on the effect of:• SHSE• Pet keeping• Pet keeping• Maternal diet during pregnancy, lactation• Diet of the baby the first year of life
Development of allergy related diseases over time
Prevalence of allergic diseases in the BAMSEcohort shown as mean with 95%CIcohort shown as mean with 95%CI
25%Asthma
25% 25%Eczema All rhinitis
15
20
15
20
15
20
10 10 10
5 5 5
Age in years
01 2 4 8 12
01 2 4 8 12
01 2 4 8 12
Trends in eczema in the first 18 years of life: results fromthe Isle of Wight 1989 birth cohort study
Boys Girls
the Isle of Wight 1989 birth cohort study
18 6.4 8.34 3
5.5 8.99.4
144.3
50
6
10%55 46
6558 41
50
2
6 65
02
2 4 10 18 2 4 10 18Age in years
Ali Ziyab, Graham Roberts et al, Clin Exp 2010
Early co-morbidity and the allergic marchmarch
Infant wheeze and outcome of any allergy related disease at 8 years of age N=3279disease at 8 years of age, N=3279
Infants with wheeze, N= 830 (25 %)
Between 1and 2 years
Non infant wheezers, N=2449 (75 %)N= 830 (25 %)and 2 years N=2449 (75 %)
Allergic diseaseamong early wheezers
N=312/817Complete
i i
Allergic disease amongnon early wheezers
N=598/2391N=312/817(38%)
remissionN=505/817
(62%)Ec ema
(25%)
EczemaN=181/812
(22%)
EczemaN=413/2396
(17%)
RhinitisAsthmaRhinitis
N=156/828(19%)
AsthmaN=116/824
(14%)
At 8 years RhinitisN=288/2443
(12%)
AsthmaN=91/2436
(4%)
Åsa Neuman,in manuscript
Prognostic value of IgE sensitization in some of the GA2LEN Birth Cohorts
Prevalence of asthma, wheeze up to age 7and increased BHR in relation to age atand increased BHR in relation to age at onset of allergic sensitisation over time
No sensitisation, n=342, 54%Transient sensitisation (0-2 yrs), n=82, 13%
s
50
**Late sensitisation, n=117, 18%Persistent sensitisation, n=99, 15%
t age
7 y
ears
40
30**
**ence
in %
at 30
20**
**
**
Pre
vale
10
5 *
Any of cow’s milk egg white soy bean wheat dust mite cat dog grass mix birch >0 35 kU/l
Asthma ever Current wheeze0
Current asthma Current BHR
Any of cow s milk, egg white, soy bean, wheat, dust mite, cat, dog, grass mix, birch, >0.35 kU/l
Sabina Illi et al, JACI 2001 and 2004
The prevalence of allergic diseases and sensitization in 6-year-old childrensensitization in 6 year old childrenFollow-up of the DARC birth cohort
Kjaer HF et al PAI 2009
The prevalence of allergic diseases and sensitization in 6-year-old childrensensitization in 6 year old childrenFollow-up of the DARC birth cohort
Kjaer HF et al PAI 2009
Early sensitisation is a risk factor forEarly sensitisation is a risk factor for allergy related disease later in childhood
i tor even in teenage
Screen for atopic constitution early when symptoms of moderate or severesymptoms of moderate or severe eczema or wheeze in particular if
parental allergy
Clinical interpretation of s-IgE levels
1.0s FoodsInhalant allergens
0.8
s/sy
mpt
oms FoodsInhalant allergens
0.6
fic d
iagn
osis
0.4
rgen
-spe
cif
0.2
bilit
y of
alle
r
00.35 0.7 3.5 17.5 50 100
Pro
bab
IgE antibody concentration (kUA/L)
Sensitisation and probability of symptoms to the same food at 4 years, N=2,614
n=195* n=111* n=17
80
100n 195
s to
milk
(%)
n 111
80
100
s to
egg
(%)
80
100n 17
ms
to fi
sh (%
)
Milk Egg Fish
40
60
lity
of s
ympt
oms
40
60
ity o
f sym
ptom
s
40
60
ility
of s
ympt
om
0.35 1 3 10 30 100
0
20
Pro
babi
l
0.35 1 3 10 30 1000
20
Pro
babi
l
0
20
0.35 1 3 10 30 100
Pro
bab
IgE ab levels (kUA/L) IgE ab levels (kUA/L) IgE ab levels (kUA/L)
100n=88
at (%
)
ean
(%)n=112*
100
ut (%
)
Peanut100
n= 68*
Soy Wheat
60
80
mpt
oms
to w
hea
ptom
s to
soy
be
60
80
mpt
oms
to p
eanu Peanut
60
80
OR=1.8CI 95% 0.9-3.3
Soy Wheat
20
40
roba
bilit
y of
sym
obab
ility
of s
ym
20
40
roba
bilit
y of
sym
20
40
Östblom E, Allergy 2008
0.35 1 3 10 30 100IgE ab levels (kUA/L)
0PrPro
IgE ab levels (kUA/L) 0.35 1 3 10 30 100
0Pr
IgE ab levels (kUA/L) 0.35 1 3 10 30 100
0
Proportion of children who reacts to peanuts among thosesensitised to peanuts only or to peanuts and birch among 8
year olds (N=2,405)
100
90
100
80ms
to Ara h 2
60
70
h sy
mpt
omut
(%
) Ara h 8 but also some with
Ara h 2
40
50
rtio
n w
ithpe
anu Ara h 2
10
20
30
Prop
o
0
10
Peanut, but notbirch
Peanut, butalso birch
Allergen spec IgE >0.35 kU/L
birchalso birch
Comparison between studies of probability of symptomsto peanut in relation to increased levels of peanut
specific IgE antibodies
11
0.8
0.9ab
ility
0.7
0.6
0 5
Pro
ba
0.3
0.4
0.5
0.2
0.1
00.35 3 3010 1001
0
A j BAMSE 8 t t bi h
Prospective Sampson H Retrospective Sampson H
Asarnoj, BAMSE 8 yrs, peanut and birchAsarnoj, BAMSE 8 yrs, peanut, not birch
Sens peanutnot birch
74% 43% 8% 0%
Sens peanutand birch
Sens birch,not peanut
No sens Peanut, no birch Semi-quantitative
micro array
ms
pean
ut
ms
pean
ut
ms
pean
ut
ms
pean
utN=50 N=50 N=50 N=50 techniqueA
ra h
1A
ra h
2A
ra h
3
Ara
h 8
Bet
v 1
Sym
ptom
Ara
h 1
Ara
h 2
Ara
h 3
Ara
h 8
Bet
v 1
Sym
ptom
Ara
h 1
Ara
h 2
Ara
h 3
Ara
h 8
Bet
v 1
Sym
ptom
Ara
h 1
Ara
h 2
Ara
h 3
Ara
h 8
Bet
v 1
Sym
ptom
Ara h 2 and 1 and 397% report reaction
If ll th 50%If all three: 50% report lower
respiratory reactions
If only Ara h 8 = 15%
Asarnoj A et al.Allergy 2010
Q tit ti I E d l i fQuantitative IgE and analysis of allergen components are useful g p
diagnostic tool to better understand underlying allergic diseaseunderlying allergic disease
Large national cohorts in Scandinavia –future in birth cohort research?
• The Nordic countries are well suited for this kind of research• The Nordic countries are well suited for this kind of research because of their population-based registers on diseases, demography and social conditions, linkable at the individual level by means of the unique ID-number given to all citizens. q g
• The Danish National Birth Cohort1996-199960 000 t60 000 pregnant women
• The Norwegian Mother and Child Cohort Study 1999 20081999-2008100 000 newborns
• LifeGene SwedenLifeGene, SwedenPilot 2009, Aim: 500 000 individuals all agesBorn into a cohort recruited through women 18-45 years
Next generation of “birth” cohort studies:Next generation of “birth” cohort studies:
• Time window – recruitment early in b fpregnancy or even before
• Better characterisation of phenotypes
• Better characterisation of environment to study interactionsy
• Gene – environment interaction studies• Gene environment interaction studies